Stable ensemble performance with single-neuron variability during reaching movements in primates

被引:102
作者
Carmena, JM
Lebedev, MA
Henriquez, CS
Nicolelis, MAL
机构
[1] Duke Univ, Med Ctr, Dept Neurobiol, Durham, NC 27710 USA
[2] Duke Univ, Ctr Neuroengn, Durham, NC 27710 USA
[3] Duke Univ, Dept Biomed Engn, Durham, NC 27710 USA
[4] Duke Univ, Dept Psychol & Brain Sci, Durham, NC 27710 USA
关键词
variability; neuronal ensemble; reaching; brain-machine interface; monkey; motor cortex;
D O I
10.1523/JNEUROSCI.2772-05.2005
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Significant variability in firing properties of individual neurons was observed while two monkeys, chronically implanted with multielectrode arrays in frontal and parietal cortical areas, performed a continuous arm movement task. Although the degree of correlation between the firing of single neurons and movement parameters was nonstationary, stable predictions of arm movements could be obtained from the activity of neuronal ensembles. This result adds support to the idea that movement parameters are redundantly encoded in the motor cortex, such that brain networks can achieve the same behavioral goals through different patterns and relative contribution of individual neuron activity. This has important implications for neural prosthetics, suggesting that accurate operation of a brain-machine interface requires recording from large neuronal ensembles to minimize the effect of variability and ensuring stable performance over long periods of time.
引用
收藏
页码:10712 / 10716
页数:5
相关论文
共 27 条
  • [1] The effect of correlated variability on the accuracy of a population code
    Abbott, LF
    Dayan, P
    [J]. NEURAL COMPUTATION, 1999, 11 (01) : 91 - 101
  • [2] MOVEMENT PARAMETERS AND NEURAL ACTIVITY IN MOTOR CORTEX AND AREA-5
    ASHE, J
    GEORGOPOULOS, AP
    [J]. CEREBRAL CORTEX, 1994, 4 (06) : 590 - 600
  • [3] Neuronal activity in motor cortical areas reflects the sequential context of movement
    Ben-Shaul, Y
    Drori, R
    Asher, I
    Stark, E
    Nadasdy, Z
    Abeles, M
    [J]. JOURNAL OF NEUROPHYSIOLOGY, 2004, 91 (04) : 1748 - 1762
  • [4] Learning to control a brain-machine interface for reaching and grasping by primates
    Carmena, JM
    Lebedev, MA
    Crist, RE
    O'Doherty, JE
    Santucci, DM
    Dimitrov, DF
    Patil, PG
    Henriquez, CS
    Nicolelis, MAL
    [J]. PLOS BIOLOGY, 2003, 1 (02) : 193 - 208
  • [5] Reduction of single-neuron firing uncertainty by cortical ensembles during motor skill learning
    Cohen, D
    Nicolelis, MAL
    [J]. JOURNAL OF NEUROSCIENCE, 2004, 24 (14) : 3574 - 3582
  • [6] FETZ EE, 1992, BEHAV BRAIN SCI, V15, P679
  • [7] Haykin S., 2002, ADAPTIVE FILTER THEO
  • [8] Central processes for the multiparametric control of arm movements in primates
    Johnson, MTV
    Mason, CR
    Ebner, TJ
    [J]. CURRENT OPINION IN NEUROBIOLOGY, 2001, 11 (06) : 684 - 688
  • [9] Random change in cortical load representation suggests distinct control of posture and movement
    Kurtzer, I
    Herter, TM
    Scott, SH
    [J]. NATURE NEUROSCIENCE, 2005, 8 (04) : 498 - 504
  • [10] Cortical ensemble activity increasingly predicts behaviour outcomes during learning of a motor task
    Laubach, M
    Wessberg, J
    Nicolelis, MAL
    [J]. NATURE, 2000, 405 (6786) : 567 - 571